{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib import pyplot as plt\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "size = [1000, 10000, 100000, 1000000, 10000000]\n",
    "skip_list = [311, 438, 1190, 2609, 3334]\n",
    "linked_list = [825, 17574, 428259, 5440420, 45157562]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7fb2683da5f8>]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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eLciPP949dunSZob2hhu6d0A+99zkiCPaqR+AQzewwFtrrUle6Py6sPNTk/xckl/onP9Ukt9ME3iv7bxOkk8n+T9LKaVzfrzWujvJw6WUDUkuTPKNQdUOAMxuBw404bXXDsgPP9xsJjXppJOaIPtzP9e9A/LKlckxx7R3DwAcvoGu4S2lzE/Ttrwyye8meTDJ1lrrvs6Qx5Ms7bxemuSxJKm17iulbEvT9rw0yTenXXb6ZwCAOarWZPPm3mtqN2xIXnxxauxRRzUh9q1vTW65pXu29uST27sHAAZroIG303b8llLKCUnuSfJTg/quUsrHknwsSc4666xBfQ0AMMO2b+/dfrxuXbJt29S4hQubVuPVq5MrruierT3jDJtFAcxFM7JLc611aynlq0neneSEUsqCzizvsiSbOsM2JTkzyeOllAVJjk+zedXk+UnTPzP9Oz6e5ONJsmbNmvrS9wGA4fXii80jfHrN1j799NS4UpKzzmpC7N/5O907IJ99drLA8ycAmGaQuzSfkmRvJ+wemeSyNBtRfTXJjWl2ar49yWc7H7m38/s3Ou9/pdZaSyn3JvnDUspvp9m0alWSvxpU3QDAYOzbl2zc2HsH5EcfbVqUJ512WhNir7mmewfkFSuSxYvbuwcAZpdB/j3o6Uk+1VnHOy/JnbXWPy6l/CjJeCnlf03y10k+0Rn/iST/b2dTqi1pdmZOrfWHpZQ7k/woyb4kv2KHZgAYTrUmTzzRuwX5wQeTvXunxh53XBNi3/Oe5KMfnWpBXrUqOf749u4BgNFRah297t81a9bUBx54oO0yAGBkbdnSu/14/frmWbaTFi2aajue3n68enVyyinW1QLw+pRSvl1rXfNq46x0AQB62rGjCbC9Zmufe25q3Pz5yTnnNIH2/e/v3gH5zDOTefPauwcA5jaBFwDmsD17mufS9toBedNLtohcurQJsjfe2D1je845yRFHtFM/ALwSgRcARtyBA8ljj/VuQX7kkWT/tJ0xTj65CbEf+EB3C/LKlcnRR7d2CwDwugi8ADACak2eeab3DsgbNiS7d0+NPfroJsS+/e3Jrbd2tyCfdFJ79wAA/SbwAsAssm3byzeJmny9ffvUuIULm0f4rF6dXHVV92zt6afbLAqAuUHgBYAhs2tX8wifXrO1zzwzNa6U5OyzmxB7223dOyCfdVaywJ/yAMxx/igEgBbs29esn+21A/KjjzYtypPe8IZmhvZDH+puP16xIlm8uLVbAIChJ/ACwIDUmjzxRO8dkB98sAm9k44/vgmy731v9w7Iq1Ylxx3X3j0AwGwm8ALAYXruud5ratevT3bunBq3eHETYH/6p5Prr+9uQV6yxLpaAOg3gRcADsELLzQBtlcL8pYtU+Pmz0/OPbcJtpdc0t2CvGxZMm9ee/cAAHONwAsAHXv2JA891LsF+YknuscuW9YE2Ztv7m5BPuecZodkAKB9Ai8Ac8r+/cljj/XeAfmRR5IDB6bGLlnShNjLLutuP165MjnqqNZuAQA4RAIvACOn1uTpp3u3H2/YkOzePTX2mGOa2dl3vCP5yEemZmtXrUpOOqm9ewAADp/AC8CstXXryzeJmnz9/PNT4xYubGZlV69Orr56qv149ermkT82iwKA0STwAjDUdu1qZmV7tSBv3jw1rpRk+fImxL773d0tyGed1WwmBQDMLQIvAK3bt69ZPzs9zE4G3Ecf7R77hjc0Ifbaa7t3QD733OaxPwAAkwReAGbEgQPNTse92o8feqgJvZNOOKEJshdd1N1+vGpVcuyx7d0DADC7CLwA9E2tyXPP9W4/3rAh2blzauyRRzYB9oILkhtu6A61S5ZYVwsAHD6BF4DX7IUXeu+AvG5dMjExNW7Bgua5tKtXJ5de2v282qVLk3nz2rsHAGD0CbwA9LR7d9Nq3KsF+cknu8eeeWYTYteu7W5BXr682SEZAKANAi/AHLZ/f7MpVK8W5I0bm3W3k045pQmxV1zRvQPyihXJUUe1dw8AAAcj8AKMuFqTp57q3YK8YUOyZ8/U2GOOaULsO9+Z3HbbVAvyqlXJiSe2dw8AAK+HwAswIrZu7b2mdt26Zs3tpCOOSFaubMLsNdd0z9aedprNogCA0SHwAswiO3c2s7K9Zms3b54aN29es3521arkPe/p3gH5rLOS+fNbuwUAgBkj8AIMmb17k0ce6T1b+9hj3WNPP70Jstdd170D8rnnJosWtVI+AMDQEHgBWnDgQLJpU+/244cfTvbtmxp7wgnJeeclF1/cvQPyypXJsce2dgsAAENP4AUYkFqTZ5/tvQPyhg3Jrl1TY488sgmzP/MzyU03dbcgn3yydbUAAK+HwAtwmJ5/vvea2nXrmo2kJi1Y0LQar16dXHZZ92ztGWc0624BAOgfgRfgEOzenTz4YO/Z2qee6h571llNiL311u4dkM8+O1m4sJ36AQDmIoEXoGP//mTjxt6ztRs3NutuJ516ajNDe9VV3e3HK1c27ckAALRP4AXmlFqbGdle7ccPPpjs2TM19thjmyD7rnclv/iLUy3Iq1Y1G0kBADDcBF5gJE1M9N4Bef365IUXpsYtWtTMyp53XvKhD3XP1p52ms2iAABmM4EXmLV27mx2O+41W/vss1Pj5s1Lli9vguz73tf9vNozz0zmz2/tFgAAGCCBFxhqe/c2z6XtNVv7+OPdY884owmxP//z3Tsgn3tucsQR7dQPAEB7BF6gdQcONOG11w7IDz/cbCY16cQTm/bjSy7p3gF55crkmGPauwcAAIaPwAvMiFqTzZt774C8fn3y4otTY486qpmhfetbk1tu6W5BPvnk9u4BAIDZReAF+mr79pdvEjX5etu2qXELFiQrVjQh9vLLu1uQzzjDZlEAABw+gRd4zV58sXmET68W5KefnhpXSnLWWU2I/chHuluQzz67Cb0AADAo/nMT6GnfvmTjxt4tyBs3Ni3Kk049tQmx11zT3X68YkVy5JHt3QMAAHObwAtzWK3Jk0/2bj9+8MFmh+RJxx3XhNif/dnk9tu7n1d7/PHt3QMAAByMwAtzwJYtvduP169PduyYGrdoURNg3/jG5Npru0PtqadaVwsAwOwi8MKI2LEj2bDh5YF23brkueemxs2fnyxf3gTZ97+/uwX5zDOTefNauwUAAOgrgRdmkT17mufS9mpB3rSpe+zSpU2IvfHG7h2QzzknOeKIduoHAICZJPDCkDlwIHnssd7txw8/nOzfPzX25JObMHvppd3txytXJscc0949AADAMBB4oQW1Jps3924/3rCheezPpKOOaoLs296WrF07NVu7alUTeAEAgN4EXhigbdumguxLZ2y3b58at3Bh8wif1auTK67ofl7t6afbLAoAAF4PgRcO04svNrOyvVqQn356alwpydlnNzOzt93W3YJ89tnJAv9rBACAvvKf2HAI9u1LNm7s3YL86KNNi/Kk005rguwHP9i9A/KKFcnixe3dAwAAzDUCL3TUmjzxRO8dkB96KNm7d2rscccl552XvPe93Tsgr1rVvAcAALRP4GXOee653mtqN2xonmU7afHiZrfj889Prr++O9Secop1tQAAMOwEXkbSjh3dgXb66y1bpsbNn988l3b16uSSS7pna5ctS+bNa+8eAACAwyPwMmvt2dO0GvearX3iie6xy5Y1Ifamm7p3QF6+PDniiFbKBwAABkzgZVb61/86+ef/PNm/f+rckiXNDO1ll3W3H69cmRx9dHu1AgAA7RB4mXX270/+439M3v725Fd/dSrYnnRS25UBAADDROBl1vmTP0meeir5nd9pWpQBAAB6sSUPs874eHLMMc1zbgEAAA5G4GVW2bMnufvu5LrrkiOPbLsaAABgmAm8zCpf/GIyMZGsXdt2JQAAwLATeJlVxsebzakuu6ztSgAAgGEn8DJr7NyZfPazyY03enYuAADw6gReZo3PfS7ZsUM7MwAAcGgEXmaN8fHk9NOTiy5quxIAAGA2EHiZFbZuTT7/+eSWW5L589uuBgAAmA0EXmaFe+5pHkmknRkAADhUAi+zwthYcu65yYUXtl0JAAAwWwi8DL1nnknuv7+Z3S2l7WoAAIDZYmCBt5RyZinlq6WUH5VSflhK+Qed879ZStlUSvlu5+fqaZ/5p6WUDaWUvy2lXDHt/JWdcxtKKb8+qJoZTnfdlRw4oJ0ZAAB4bRYM8Nr7kvxarfU7pZRjk3y7lPLlznv/vtb6v08fXEp5U5K1Sc5PckaS/15KWd15+3eTXJbk8STfKqXcW2v90QBrZ4iMjSXnn59ccEHblQAAALPJwGZ4a61P1lq/03n9fJIfJ1n6Ch+5Nsl4rXV3rfXhJBuSXNj52VBrfajWuifJeGcsc8CjjyZ/8RfJrbe2XQkAADDbzMga3lLK8iRvTfKXnVO/Wkr5finlk6WUEzvnliZ5bNrHHu+cO9j5l37Hx0opD5RSHti8eXOf74C23HFHc9TODAAAvFYDD7yllGOS3J3kH9Zatyf5vSQrkrwlyZNJ/l0/vqfW+vFa65pa65pTTjmlH5dkCIyNJe94R7JiRduVAAAAs81AA28pZWGasPtfa62fSZJa69O11v211gNJfj9Ny3KSbEpy5rSPL+ucO9h5Rtzf/m3y13+tnRkAAHh9BrlLc0nyiSQ/rrX+9rTzp08bdn2SH3Re35tkbSllUSnlnCSrkvxVkm8lWVVKOaeUckSaja3uHVTdDI/x8eYxRDff3HYlAADAbDTIXZrfk+S2JH9TSvlu59w/S3JrKeUtSWqSR5L8vSSptf6wlHJnkh+l2eH5V2qt+5OklPKrSb6YZH6ST9ZafzjAuhkCtTbtzBddlCx9pa3OAAAADmJggbfW+rUkpcdbn3+Fz/xWkt/qcf7zr/Q5Rs/3vte0NP+jf9R2JQAAwGw1I7s0w2s1NpYsWJDccEPblQAAALOVwMvQOXCgWb972WXJkiVtVwMAAMxWAi9D55vfTB591O7MAADA4RF4GTpjY8nixcm117ZdCQAAMJsJvAyVffuSO+9MrrkmOe64tqsBAABmM4GXofLVrybPPKOdGQAAOHwCL0NlfDw59tjk6qvbrgQAAJjtBF6Gxu7dyd13J9ddlxx5ZNvVAAAAs53Ay9D4wheSbdu0MwMAAP0h8DI0xseTk09OPvCBtisBAABGgcDLUNixI7n33uSmm5KFC9uuBgAAGAUCL0Ph3nuTnTuTtWvbrgQAABgVAi9DYXw8Wbo0ed/72q4EAAAYFQIvrZuYSO67L7nllmSefyMBAIA+ES9o3Wc+k+zdq50ZAADoL4GX1o2PJytWJGvWtF0JAAAwSgReWvXUU8lXvtI8e7eUtqsBAABGicBLq+66KzlwQDszAADQfwIvrRofTy64IDn//LYrAQAARo3AS2s2bky+/vWmnRkAAKDfBF5aMz7eHG+5pd06AACA0STw0prx8eSd70zOPbftSgAAgFEk8NKKn/wk+e53tTMDAACDI/DSirGx5jFEN9/cdiUAAMCoEniZcbU2gffii5PTT2+7GgAAYFQJvMy4v/7rZP167cwAAMBgCbzMuLGxZMGC5IYb2q4EAAAYZQIvM+rAgWZ35iuuSE46qe1qAACAUSbwMqO+/vXk8ce1MwMAAIMn8DKjxsaSI49Mrr227UoAAIBRJ/AyY/btS+66K/ngB5Njjmm7GgAAYNQJvMyYr3wl2bxZOzMAADAzBF5mzNhYctxxyVVXtV0JAAAwFwi8zIgXX0w+85nk+uuTxYvbrgYAAJgLBF5mxBe+kGzfrp0ZAACYOQIvM2JsLFmyJLn00rYrAQAA5gqBl4F74YXkc59LbropWbCg7WoAAIC5QuBl4O69N9m1SzszAAAwswReBm5sLFm2LHnPe9quBAAAmEsEXgZqy5bki19M1q5N5vm3DQAAmEEiCAN1993J3r1N4AUAAJhJAi8DNT6erFqVvO1tbVcCAADMNQIvA/Pkk8lXv9psVlVK29UAAABzjcDLwNx5Z1KrdmYAAKAdAi8DMz6e/MzPJG98Y9uVAAAAc5HAy0A8/HDyzW969i4AANAegZeBGB9vjrfc0m4dAADA3CXwMhDj48m7350sX952JQAAwFwl8NJ3P/pCJAz2AAAgAElEQVRR8v3va2cGAADaJfDSd2Njybx5yU03tV0JAAAwlwm89FWtTTvzJZckb3hD29UAAABzmcBLX33728mGDdqZAQCA9gm89NXYWLJwYfLzP992JQAAwFwn8NI3Bw4kd9yRXHllcuKJbVcDAADMdQIvffO1ryWbNmlnBgAAhoPAS9+MjSVHHZV8+MNtVwIAACDw0id79yaf/nTyoQ8lRx/ddjUAAAACL31y//3Js89qZwYAAIaHwEtfjI0lxx/fbFgFAAAwDAReDtuuXck99zSPIlq0qO1qAAAAGgIvh+2++5Lnn9fODAAADBeBl8M2NpacempyySVtVwIAADBF4OWwbN+e/PEfJzfdlCxY0HY1AAAAUwReDsu99yYvvqidGQAAGD4CL4dlbCw566zk3e9uuxIAAIBuAwu8pZQzSylfLaX8qJTyw1LKP+icP6mU8uVSyvrO8cTO+VJK+Z1SyoZSyvdLKW+bdq3bO+PXl1JuH1TNvDbPPZd86UvJLbck8/zVCQAAMGQGGVP2Jfm1Wuubkrwrya+UUt6U5NeT3F9rXZXk/s7vSXJVklWdn48l+b2kCchJfiPJO5NcmOQ3JkMy7br77mTfPu3MAADAcBpY4K21Pllr/U7n9fNJfpxkaZJrk3yqM+xTSa7rvL42yR/UxjeTnFBKOT3JFUm+XGvdUmudSPLlJFcOqm4O3dhYct55yVve0nYlAAAALzcjjaillOVJ3prkL5OcVmt9svPWU0lO67xemuSxaR97vHPuYOdf+h0fK6U8UEp5YPPmzX2tn5fbtCn50z9N1q5NSmm7GgAAgJcbeOAtpRyT5O4k/7DWun36e7XWmqT243tqrR+vta6pta455ZRT+nFJXsFddyW1amcGAACG10ADbyllYZqw+19rrZ/pnH6606qczvGZzvlNSc6c9vFlnXMHO0+LxsaSt761aWkGAAAYRoPcpbkk+USSH9daf3vaW/cmmdxp+fYkn512/hc7uzW/K8m2TuvzF5NcXko5sbNZ1eWdc7TkwQeTv/ors7sAAMBwWzDAa78nyW1J/qaU8t3OuX+W5N8kubOU8stJNia5ufPe55NcnWRDkp1JPpoktdYtpZR/leRbnXH/sta6ZYB18yruuKM53nJLu3UAAAC8ktIsox0ta9asqQ888EDbZYysCy5Ijj8++drX2q4EAACYi0op3661rnm1cTOySzOj4wc/aH60MwMAAMNO4OU1GRtL5s1Lbryx7UoAAABemcDLIas1GR9PLr00Oe20Vx8PAADQJoGXQ/atbyUPPaSdGQAAmB0EXg7Z2FhyxBHJ9de3XQkAAMCrE3g5JPv3N48juuqq5IQT2q4GAADg1Qm8HJI///PkySe1MwMAALOHwMshGRtLjjoq+eAH264EAADg0Ai8vKq9e5NPfzq59trk6KPbrgYAAODQCLy8qi9/OdmyRTszAAAwuwi8vKqxsWajqssvb7sSAACAQyfw8op27Ur+6I+SG25IFi1quxoAAIBDJ/Dyiv7bf0teeEE7MwAAMPsIvLyisbHktNOSiy9uuxIAAIDXRuDloLZvb2Z4b745mT+/7WoAAABeG4GXg/qjP0p279bODAAAzE4CLwc1NpacfXbyrne1XQkAAMBr95oDbyllXinluEEUw/DYvLl5/u7atUkpbVcDAADw2h1S4C2l/GEp5bhSytFJfpDkR6WUfzLY0mjT3Xcn+/drZwYAAGavQ53hfVOtdXuS65Lcl+ScJLcNrCpaNzaWvPGNyZvf3HYlAAAAr8+hBt6FpZSFaQLvvbXWvQOsiZY9/njy53+unRkAAJjdDjXw/qckjyQ5OsmflVLOTrJtUEXRrjvvTGrVzgwAAMxuCw5x3H9K8lyS5Un+lzRB+U8GUxJtGxtL3v72ZNWqtisBAAB4/Q51hvezST6UZG+SHUmeTzIxqKJoz/r1yQMPNO3MAAAAs9mhzvAuq7VeOdBKGAp33NEcb7ml3ToAAAAO16HO8H69lHLBQCuhdbU27czve19y5pltVwMAAHB4DnWG971JfqmU8nCS3UlKklpr9dCaEfI3f5P86EfJ7/5u25UAAAAcvkMNvFcNtAqGwvh4Mn9+ctNNbVcCAABw+A4p8NZaNw66ENpVaxN4P/CB5JRT2q4GAADg8B3qGl5G3F/+ZfLww569CwAAjA6BlyTN7O6iRcl117VdCQAAQH8IvGT//uZxRFdfnRx/fNvVAAAA9IfAS/70T5OnntLODAAAjBaBl4yPJ8cck1xzTduVAAAA9I/AO8ft2ZN8+tPJtdcmRx3VdjUAAAD9I/DOcV/6UjIxoZ0ZAAAYPQLvHDc2lpx4YnLZZW1XAgAA0F8C7xy2c2fy2c8mN96YHHFE29UAAAD0l8A7h/3xHyc7dmhnBgAARpPAO4eNjSWnn55cdFHblQAAAPSfwDtHbduWfP7zyc03J/Pnt10NAABA/wm8c9Q99zSPJNLODAAAjCqBd44aG0vOOSe58MK2KwEAABgMgXcOeuaZ5P77k7Vrk1LargYAAGAwBN456NOfTvbv184MAACMNoF3DhobS84/P7nggrYrAQAAGByBd4557LHka19r2pkBAABGmcA7x9xxR3MUeAEAgFEn8M4xY2PJO96RrFzZdiUAAACDJfDOIevWJd/5jtldAABgbhB455Dx8eYxRLfc0nYlAAAAgyfwzhG1Nu3MF12ULF3adjUAAACDJ/DOEd/7XvKTn2hnBgAA5g6Bd44YH08WLEhuvLHtSgAAAGaGwDsH1NoE3ssuS5YsabsaAACAmSHwzgHf+EaycaN2ZgAAYG4ReOeA8fFk8eLkuuvargQAAGDmCLwjbt++5M47k2uuSY47ru1qAAAAZo7AO+L+5E+Sp5/WzgwAAMw9Au+IGx9Pjj22meEFAACYSwTeEbZ7d3L33c3a3SOPbLsaAACAmSXwjrAvfjHZujW59da2KwEAAJh5Au8IGx9PTj45+cAH2q4EAABg5gm8I2rHjuSzn01uvDFZuLDtagAAAGaewDuiPve5ZOdO7cwAAMDcNbDAW0r5ZCnlmVLKD6ad+81SyqZSync7P1dPe++fllI2lFL+tpRyxbTzV3bObSil/Pqg6h014+PJGWck731v25UAAAC0Y5AzvP8lyZU9zv/7WutbOj+fT5JSypuSrE1yfucz/1cpZX4pZX6S301yVZI3Jbm1M5ZXsHVrct99yS23JPPnt10NAABAOxYM6sK11j8rpSw/xOHXJhmvte5O8nApZUOSCzvvbai1PpQkpZTxztgf9bnckfKZzyR79mhnBgAA5rY21vD+ainl+52W5xM755YmeWzamMc75w52nlcwPp6sWJGsWdN2JQAAAO2Z6cD7e0lWJHlLkieT/Lt+XbiU8rFSygOllAc2b97cr8vOOk8/ndx/f7J2bVJK29UAAAC0Z0YDb6316Vrr/lrrgSS/n6m25U1Jzpw2dFnn3MHO97r2x2uta2qta0455ZT+Fz9L3HVXcuCAdmYAAIAZDbyllNOn/Xp9kskdnO9NsraUsqiUck6SVUn+Ksm3kqwqpZxTSjkizcZW985kzbPN2Fjy0z+dnH9+25UAAAC0a2CbVpVSxpJcnGRJKeXxJL+R5OJSyluS1CSPJPl7SVJr/WEp5c40m1HtS/Irtdb9nev8apIvJpmf5JO11h8OqubZbuPG5OtfT37rt9quBAAAoH2D3KW5V1PtJ15h/G8leVlU6zy66PN9LG1k3XFHc1y7tt06AAAAhkEbuzQzIGNjyYUXJuee23YlAAAA7RN4R8RPfpJ897s2qwIAAJgk8I6I8fHmMUQ339x2JQAAAMNB4B0BtTbtzBdfnJxxRtvVAAAADAeBdwR897vJunU2qwIAAJhO4B0BY2PJggXJDTe0XQkAAMDwEHhnuQMHmvW7V1yRnHxy29UAAAAMD4F3lvvGN5LHHtPODAAA8FIC7yw3NpYsXpxce23blQAAAAwXgXcW27cvueuu5EMfSo49tu1qAAAAhovAO4t99avJM89oZwYAAOhF4J3FxsaS445Lrr667UoAAACGj8A7S+3enXzmM8n11zdreAEAAOgm8M5S992XbNumnRkAAOBgBN5Zanw8WbIkufTStisBAAAYTgLvLPTCC8m99yY33ZQsXNh2NQAAAMNJ4J2F7r032bUrufXWtisBAAAYXgLvLDQ+nixblrznPW1XAgAAMLwE3llmy5bkC19IbrklmeefHgAAwEGJTLPMZz6T7N2rnRkAAODVCLyzzPh4snJl8ra3tV0JAADAcBN4Z5Gnnkq++tVmdreUtqsBAAAYbgLvLHLnncmBA8natW1XAgAAMPwE3llkfDx585uTN72p7UoAAACGn8A7SzzySPKNb9isCgAA4FAJvLPE+Hhz1M4MAABwaATeWWJ8PHnXu5Lly9uuBAAAYHYQeGeBH/84+d73tDMDAAC8FgLvLDA2lsybl9x8c9uVAAAAzB4C75CrtWlnvvji5A1vaLsaAACA2UPgHXLf+U6yfr12ZgAAgNdK4B1yY2PJwoXJDTe0XQkAAMDsIvAOsQMHkjvuSK68MjnxxLarAQAAmF0E3iH2F3+RPP64Z+8CAAC8HgLvEBsbS448Mvnwh9uuBAAAYPYReIfU3r3JXXc1YfeYY9quBgAAYPYReIfUV76SPPusdmYAAIDXS+AdUmNjyfHHJ1dd1XYlAAAAs5PAO4RefDG5557k538+WbSo7WoAAABmJ4F3CN13X7J9u3ZmAACAwyHwDqF77kmWLEl+7ufargQAAGD2EniH0KZNyXnnJQsWtF0JAADA7CXwDqGJieTEE9uuAgAAYHYTeIeQwAsAAHD4BN4htHVrcsIJbVcBAAAwuwm8Q+bAgWTbNjO8AAAAh0vgHTLbtiW1CrwAAACHS+AdMhMTzVHgBQAAODwC75DZurU5WsMLAABweATeIWOGFwAAoD8E3iEj8AIAAPSHwDtkJgOvlmYAAIDDI/AOmck1vGZ4AQAADo/AO2QmJpIFC5Kjj267EgAAgNlN4B0yExPN7G4pbVcCAAAwuwm8Q2ZiwvpdAACAfhB4h8zWrdbvAgAA9IPAO2QmW5oBAAA4PALvkBF4AQAA+kPgHTLW8AIAAPSHwDtEarWGFwAAoF8E3iGyY0eyb5/ACwAA0A8C7xCZmGiOAi8AAMDhE3iHyGTgtYYXAADg8Am8Q2Tr1uZohhcAAODwCbxDREszAABA/wws8JZSPllKeaaU8oNp504qpXy5lLK+czyxc76UUn6nlLKhlPL9Usrbpn3m9s749aWU2wdV7zDQ0gwAANA/g5zh/S9JrnzJuV9Pcn+tdVWS+zu/J8lVSVZ1fj6W5PeSJiAn+Y0k70xyYZLfmAzJo8gMLwAAQP8MLPDWWv8syZaXnL42yac6rz+V5Lpp5/+gNr6Z5IRSyulJrkjy5VrrllrrRJIv5+UhemRs3ZqUkhx/fNuVAAAAzH4zvYb3tFrrk53XTyU5rfN6aZLHpo17vHPuYOdfppTysVLKA6WUBzZv3tzfqmfIxEQTdudZWQ0AAHDYWotWtdaapPbxeh+vta6pta455ZRT+nXZGTUxYf0uAABAv8x04H2606qczvGZzvlNSc6cNm5Z59zBzo+krVut3wUAAOiXmQ689yaZ3Gn59iSfnXb+Fzu7Nb8rybZO6/MXk1xeSjmxs1nV5Z1zI2liQuAFAADolwWDunApZSzJxUmWlFIeT7Pb8r9Jcmcp5ZeTbExyc2f455NcnWRDkp1JPpoktdYtpZR/leRbnXH/stb60o2wRsbERPLGN7ZdBQAAwGgYWOCttd56kLcu7TG2JvmVg1znk0k+2cfShpY1vAAAAP1jP+AhYg0vAABA/wi8Q2L37mTXLoEXAACgXwTeITEx0RwFXgAAgP4QeIfEZOC1hhcAAKA/BN4hsXVrczTDCwAA0B8C75DQ0gwAANBfAu+Q0NIMAADQXwLvkDDDCwAA0F8C75CwhhcAAKC/BN4hMTGRHH10snBh25UAAACMBoF3SExMWL8LAADQTwLvkJiY0M4MAADQTwLvkNi6VeAFAADoJ4F3SJjhBQAA6C+Bd0hYwwsAANBfAu+QMMMLAADQXwLvENi3L3n+eYEXAACgnwTeIbBtW3PU0gwAANA/Au8QmJhojmZ4AQAA+kfgHQJbtzZHgRcAAKB/BN4hYIYXAACg/wTeITAZeK3hBQAA6B+BdwiY4QUAAOg/gXcIWMMLAADQfwLvEJiYSI44IjnyyLYrAQAAGB0C7xCYmGjW75bSdiUAAACjQ+AdAhMT2pkBAAD6TeAdAlu3CrwAAAD9JvAOATO8AAAA/SfwDoHJNbwAAAD0j8A7BMzwAgAA9J/A27JareEFAAAYBIG3Zc8/nxw4oKUZAACg3wTelk1MNEczvAAAAP0l8LZM4AUAABgMgbdlW7c2R4EXAACgvwTelk3O8FrDCwAA0F8Cb8u0NAMAAAyGwNsygRcAAGAwBN6Wbd2azJuXHHts25UAAACMFoG3ZRMTyfHHN6EXAACA/hGzWjYxoZ0ZAABgEATelgm8AAAAgyHwtmzrVoEXAABgEATelk1MeAYvAADAIAi8LdPSDAAAMBgCb8u0NAMAAAyGwNuiXbuS3bu1NAMAAAyCwNuiiYnmaIYXAACg/wTeFgm8AAAAgyPwtmjr1uYo8AIAAPSfwNuiyRlea3gBAAD6T+BtkZZmAACAwRF4WyTwAgAADI7A26LJNbxamgEAAPpP4G3RxERyzDHJggVtVwIAADB6BN4WTUxoZwYAABgUgbdFAi8AAMDgCLwt2rrV+l0AAIBBEXhbZIYXAABgcATeFgm8AAAAgyPwtkjgBQAAGByBtyV79yY7dljDCwAAMCgCb0u2bm2OZngBAAAGQ+BtycREcxR4AQAABqOVwFtKeaSU8jellO+WUh7onDuplPLlUsr6zvHEzvlSSvmdUsqGUsr3Sylva6PmfhN4AQAABqvNGd5Laq1vqbWu6fz+60nur7WuSnJ/5/ckuSrJqs7Px5L83oxXOgCTLc3W8AIAAAzGMLU0X5vkU53Xn0py3bTzf1Ab30xyQinl9DYK7CczvAAAAIPVVuCtSb5USvl2KeVjnXOn1Vqf7Lx+KslpnddLkzw27bOPd851KaV8rJTyQCnlgc2bNw+q7r4ReAEAAAZrQUvf+95a66ZSyqlJvlxK+cn0N2uttZRSX8sFa60fT/LxJFmzZs1r+mwbBF4AAIDBamWGt9a6qXN8Jsk9SS5M8vRkq3Ln+Exn+KYkZ077+LLOuVlt69Zk0aJk8eK2KwEAABhNMx54SylHl1KOnXyd5PIkP0hyb5LbO8NuT/LZzut7k/xiZ7fmdyXZNq31edaamDC7CwAAMEhttDSfluSeUsrk9/9hrfULpZRvJbmzlPLLSTYmubkz/vNJrk6yIcnOJB+d+ZL7T+AFAAAYrBkPvLXWh5L8TI/zzyW5tMf5muRXZqC0GbV1q0cSAQAADNIwPZZoTjHDCwAAMFgCb0sEXgAAgMESeFsi8AIAAAyWwNuCWpNt25Ljj2+7EgAAgNEl8LZg9+4m9B59dNuVAAAAjC6BtwU7dzbHo45qtw4AAIBRJvC2QOAFAAAYPIG3BQIvAADA4Am8LRB4AQAABk/gbYHACwAAMHgCbwsEXgAAgMETeFsg8AIAAAyewNuCXbuao8ALAAAwOAJvC8zwAgAADJ7A24LJwHvkke3WAQAAMMoE3haY4QUAABg8gbcFZngBAAAGT+Btwc6dyaJFyfz5bVcCAAAwugTeFuzcqZ0ZAABg0ATeFgi8AAAAgyfwtmDXLoEXAABg0ATeFpjhBQAAGDyBtwUCLwAAwOAtaLuAueiee5K9e9uugv+fvTsPt7Ks9z/+/oIcrSOmpZaz/nIeEJQccE7NIXPKiSRzilNXxzxKcAQHRBAcUXECSdQcsqMZybE0cAg1RQERQQVxTEUBBQRBxvv3x7097Qh1g3vvZ61nvV/Xta9rr3utvfaHeoT92c89SJIkSSo3C28B/v3fi04gSZIkSeXnlGZJkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKkVIqOkOji4jpwJtF5/gCawMzig6hmud1qErhtahK4HWoSuB1qEpR6dfiJimldb7oRaUsvNUgIkanlNoXnUO1zetQlcJrUZXA61CVwOtQlaIs16JTmiVJkiRJpWThlSRJkiSVkoW3ODcVHUDC61CVw2tRlcDrUJXA61CVohTXomt4JUmSJEml5B1eSZIkSVIpWXibWEQcHBGTImJKRJyznOdXjYjf1T0/KiI2bf6UKrsGXIdnR8SLETE+Ih6OiE2KyKly+6LrsN7rfhgRKSKqfmdIVaaGXIsRcVzd34sTI+Ku5s6o8mvAv80bR8SjEfFc3b/PhxaRU+UWEUMiYlpETPiM5yMiBtRdp+MjYqfmzvhlWXibUES0BK4HDgG2BTpGxLbLvOw0YGZKaXPgKuDS5k2psmvgdfgc0D6l1Aa4F7iseVOq7Bp4HRIRrYEzgVHNm1C1oiHXYkRsAXQH9kgpbQf8V7MHVak18O/E84D/SSm1A04AbmjelKoRtwIHf87zhwBb1H10Bm5shkyNysLbtHYBpqSUXkspLQTuBo5Y5jVHALfVfX4vsH9ERDNmVPl94XWYUno0pTSv7uHTwIbNnFHl15C/DwF6k3/x90lzhlNNaci1+FPg+pTSTICU0rRmzqjya8h1mIA16j7/GvBuM+ZTjUgpjQQ+/JyXHAH8JmVPA2tGxHrNk65xWHib1gbA3+s9frtubLmvSSktBmYD32iWdKoVDbkO6zsN+HOTJlIt+sLrsG6a1EYppQeaM5hqTkP+TtwS2DIinoyIpyPi8+5+SCujIdfhhUCniHgb+BNwRvNEk/7Jiv4cWXFWKTqApMoREZ2A9sA+RWdRbYmIFkB/4OSCo0iQfz7aAtiXPONlZETskFKaVWgq1ZqOwK0ppSsjYnfg9ojYPqW0tOhgUjXxDm/TegfYqN7jDevGlvuaiFiFPGXlg2ZJp1rRkOuQiDgAOBc4PKW0oJmyqXZ80XXYGtgeeCwi3gB2A+534yo1gYb8nfg2cH9KaVFK6XVgMrkAS42lIdfhacD/AKSUngJWA9ZulnTSPzTo58hKZuFtWs8CW0TEZhHxb+QNB+5f5jX3Az+p+/wY4JHk4chqXF94HUZEO2AQuey6Vk1N4XOvw5TS7JTS2imlTVNKm5LXkh+eUhpdTFyVWEP+bR5KvrtLRKxNnuL8WnOGVOk15Dp8C9gfICK2IRfe6c2aUsrX5Ul1uzXvBsxOKU0tOtSKcEpzE0opLY6I/wQeAloCQ1JKEyPiImB0Sul+4GbyFJUp5AXjJxSXWGXUwOvwcmB14J66PdPeSikdXlholU4Dr0OpyTXwWnwI+F5EvAgsAbqmlJx9pUbTwOuwCzA4Is4ib2B1sjdF1Ngi4rfkX/CtXbdevCfQCiClNJC8fvxQYAowDzilmKQrL/zvRpIkSZJURk5pliRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiQ1i4gYEhHTImJCA157VUSMq/uYHBGzVvT7WXglSSpIRMxdztjPIuKkz/mafSOiwwp8j/Uj4t6VzShJUiO7FTi4IS9MKZ2VUmqbUmoLXAvct6LfzMIrSVIFSSkNTCn95nNesi/Q4MKbUno3pXTMlw4mSVIjSCmNBD6sPxYR346IByNiTEQ8HhFbL+dLOwK/XdHvZ+GVJKmCRMSFEfGrus9/GREvRsT4iLg7IjYFfgacVTe9a69lvnafelO/nouI1hGx6afTxiLi1/Wenx4RPevGu0bEs3Xfp1fz/oklSeIm4IyU0s7Ar4Ab6j8ZEZsAmwGPrOgbr9Io8SRJUlM4B9gspbQgItZMKc2KiIHA3JTSFct5/a+AX6SUnoyI1YFP6j+ZUjod/u8HhweBWyPie8AWwC5AAPdHxN51v4GXJKlJ1f171QG4JyI+HV51mZedANybUlqyou/vHV5JkirXeODOiOgELG7A658E+kfEL4E1U0r/8jURsRpwD/k36W8C36v7eA4YC2xNLsCSJDWHFsCsT9fq1n1ss8xrTmAlpjN/+uaSJKkyfR+4HtgJeDYiPndmVkrpEuB04CvAk5+xBmogcF9KaUTd4wD61fshY/OU0s2N90eQJOmzpZQ+Al6PiGMBItvx0+fr/i1bC3hqZd7fwitJUgWKiBbARimlR4H/Br4GrA7MAVp/xtd8O6X0QkrpUuBZ8t3a+s//AmhdV4w/9RBwat2UMiJig4hYt9H/QJIkARHxW3J53Soi3o6I04ATgdMi4nlgInBEvS85Abg7pZRW6vut5NdJkqQvKSKWAu/WG+oPrAHMBa4BHiUX3QDuSCldEhFbAvcCS8nTkh+v937XAvvVPTcROBlYD/jflNL2EfE6sAiYV/clA1NKAyPiTPKdYeq+d6eU0qtN8EeWJKlZWXglSZIkSaXklGZJkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJkjFifyUAACAASURBVFRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJkiRJpWThlSRJkiSVkoVXkiRJklRKFl5JkiRJUilZeCVJ+gwRsVdETGrga/eNiLcb6fveGhF9VuLr/hwRP2mkDH0iYkZEvBcRG0fE3IhouZLv9UZEHFDv8bYRMToiou7xMxGxXWPkliSpPguvJKnmLVvIPpVSejyltFURmT5LRJwcEU8s77mU0iEppdsa8B4pIjb/nOc3BroA26aUvpVSeiultHpKacnKJ/8nvYErUkqp7vEVwEWN9N6SJP0fC68kSVrWxsAHKaVpjf3GEbEesB8wtN7w/cB+EfGtxv5+kqTaZuGVJOkzLDtNue5O8K8iYnxEzI6I30XEap/xtb+MiBcjYsO6x4dFxLiImBURf4uINvVe2y4ixkbEnIj4HbDc92xA3sci4vS6zzePiL/W5ZxR975ExMi6lz9fN035+GXe4wBgOLB+3fO3RsSmdXeFV6n3fXpHxJN1mf8SEWvXe48fR8SbEfFBRJy7TMwDgbEppU8+Haj7fAxw0Mr8uSVJ+iwWXkmSVsxxwMHAZkAb4ORlXxARF9SN75NSejsi2gFDgP8AvgEMAu6PiFUj4t/IdztvB74O3AP8sBFy9gb+AqwFbAhcC5BS2rvu+R3rpin/rv4XpZRGAIcA79Y9/y9/vjo/Ak4B1gX+DfgV5PW5wI3Aj4H16/68G9b7uh2A5a2LfgnYccX+iJIkfb5SF96IGBIR0yJiQgNee1Xdb97HRcTkiJjVHBklSVVnQErp3ZTSh8AwoG295yIi+gPfA/ZLKU2vG+8MDEopjUopLalbZ7sA2K3uoxVwdUppUUrpXuDZRsi5CNgEWD+l9ElKabnrfr+EW1JKk1NK84H/4R//OxwD/G9KaWRKaQFwPrC03tetCcxZzvvNqXtOkqRGU+rCC9xK/i38F0opnZVSaptSakv+Lfh9TRlMklS13qv3+Txg9XqP1ySX234ppdn1xjcButRNZ55V90vVjch3QNcH3qm3gRPAm42QsxsQwDMRMTEiTm2E96zvs/53WB/4+6dPpJQ+Bj6o99qZQOvlvF9rwF82S5IaVakLb0ppJPBh/bGI+HZEPBgRYyLi8YjYejlf2hH4bbOElCSVyUzgMOCWiNij3vjfgYtTSmvW+/hqSum3wFRgg0+P6Kmz8ZcNklJ6L6X005TS+uSp1Dd83s7MjWgqucwDEBFfJU9r/tR4YMvlfN02wPNNG02SVGtKXXg/w03AGSmlncnrjW6o/2REbEJel/VIAdkkScVpFRGr1ftYZWXeJKX0GHAicF9E7FI3PBj4WUTsGtm/R8T3I6I18BSwGPhlRLSKiKOBXZb75v8Qy2T9l02uIuLYTzfMIhfxxD+mFr8P/L+V+fM1wL3AYRGxZ9365Iv45583hgM71c9c9/nOdc9JktRoaqrwRsTqQAfgnogYR940ZL1lXnYCcG8jnjUoSaoOfwLm1/u4cGXfKKU0HDgVGBYRO6WURgM/Ba4jl88p1G12lVJaCBxd9/hD4Hi+eFlNh2Wyzl9OQf8OMCoi5pKP/TkzpfRa3XMXArfVTa8+bmX/nMuTUpoI/AK4i3y3dybwdr3n3yf/UvmIel/2A+CxlNK7jZlFkqT45yVD5RMRm5I3z9g+ItYAJqWUli259V//HPCLlNLfmimiJEk1pW4n59uAXVJKKSJGAaellL5wk0lJklZETd3hTSl9BLweEcdCng8WEf93BELdet61yNPLJElSE0gpvZhS+s6nG3WllHa17EqSmkKpC29E/JZcXreKiLcj4jTyuqrTIuJ5YCL/PKXqBODuVPbb3pIkSZJUA0o/pVmSJEmSVJtKfYdXkiRJklS7LLySJEmSpFJaqTMGK93aa6+dNt1006JjSJIkSZKawJgxY2aklNb5oteVsvBuuummjB49uugYkiRJkqQmEBFvNuR1TmmWJEmSJJWShVeSJEmSVEoWXkmSJElSKVl4JUmSJEmlZOGVJEmSJJWShVeSJEmSVEoWXkmSJElSKVl4JUmSJEmlZOGVJEmSJJWShVeSJEmSVEoWXkmSJElSKVl4JUmSJEmlZOGVJEmSJJWShVeSJEmSVEoWXkmSJElSKVl4JUmSJEmlZOGVJEmSJJWShVeSJEmSVEoWXkmSJElSKVl4JUmSJEnZyy/D0UfDqFFFJ2kUFl5JkiRJqnXvvgv/8R+w/fYwYgS89lrRiRqFhVeSJEmSatXs2XDuubD55nDLLfCf/5nLbseORSdrFKsUHUCSJEmS1MwWLIAbb4Q+feCDD+BHP8qfb7ZZ0ckalXd4JUmSJKlWLF0Kd94JW28NZ50FO+8MY8fmsZKVXbDwSpIkSVJt+MtfcsHt1AnWWguGD4eHHoJ27YpO1mQsvJIkSZJUZmPGwIEHwkEH5TW7d90Fo0fDAQcUnazJWXglSZIkqYxeey2vzW3fHsaNg2uugZdeyhtStaiNKuimVZIkSZJUJtOnQ+/eMHAgtGoF550HXbvCGmsUnazZWXglSZIkqQw+/hj694fLL4d58+D006FnT1hvvaKTFcbCK0mSJEnVbNEiuPlm6NUL3nsPjj4a+vaFrbYqOlnhLLySJEmSVI1Sgvvugx49YPJk2Gsv+MMfYLfdik5WMWpjpbIkSZIklcnIkbD77nDMMXmd7rBh8Ne/WnaXYeGVJEmSpGoxYQL84Aewzz7wzjswZAg8/zwcdhhEFJ2u4lh4JUmSJKnS/f3vcOqpsOOO8MQTcOmleRrzKadAy5ZFp6tYruGVJEmSpEo1cyb06wcDBuTHZ58N3bvD179ebK4qYeGVJEmSpErzySdw7bV5t+XZs+Gkk+Cii2DjjYtOVlWc0ixJkiRJlWLJErj1VthyS+jWDTp0gHHj8phld4VZeCVJkiSpaCnBAw9A27Z5Xe5668Gjj+axNm2KTle1LLySJEmSVKRRo2C//fJOywsWwD33wNNPw777Fp2s6ll4JUmSJKkIkyfDscfms3NffhluuAEmTsxn63rEUKNw0ypJkiRJak7vvQe9esHgwfCVr+TPzz4bVl+96GSlY+GVJEmSpOYwZw5cfjlceSUsXAg//zmcfz6su27RyUrLwitJkiRJTWnhQrjppnys0PTpcPzx0KcPbL550clKzzW8kiRJktQUli6Fu++GbbaBM86AHXaAZ5/NY5bdZmHhlSRJkqTG9vDDsMsu0LEjtG4NDz4II0ZA+/ZFJ6spFl5JkiRJaizjxsHBB8MBB8CMGXD77TB2LBx0kDsvF8DCK0mSJElf1htvwI9/DDvtlKct9++fjxrq1AlaWLuK4qZVkiRJkrSyZsyAiy/OZ+i2bAnnnAPdusGaaxadTFh4JUmSJGnFzZsH11wDl1wCc+fCqafChRfCBhsUnUz1WHglSZIkqaEWL4Zbbsnl9t134YgjoG9f2HbbopNpOZxMLkmSJElfJCUYOjQfLdS5M2y6KTz+eB6z7FYsC68kSZIkfZ4nn4Q994SjjsqPhw6FJ57IY6poFl5JkiRJWp6XXoIjj8zF9o03YPBgeOGFPI3ZI4aqgoVXkiRJkup75x346U9h++3h0UfzGt1XXoHTT4dV3Aapmvj/liRJkiQBzJoFl10GV18NS5bAmWdCjx6w9tpFJ9NKsvBKkiRJqm0LFuRzdPv0gZkz4cQToXfvvDGVqppTmiVJkiTVpqVL4Y47YKut4Oyz4TvfgbFj4fbbLbslYeGVJEmSVFtSggcfhJ12gh//OE9ZHjEij7VtW3Q6NSILryRJkqTaMXo0HHAAHHIIzJkDd98NzzwD++9fdDI1AQuvJEmSpPKbMgVOOCFPWx4/HgYMyMcOHX88tLAWlZWbVkmSJEkqr2nT8gZUAwfCqqvCBRdAly6wxhpFJ1MzsPBKkiRJKp+5c6F/f7j8cpg/Hzp3zmX3W98qOpmakYVXkiRJUnksWgS//jX06gXvvw/HHAMXXwxbbll0MhXAwitJkiSp+qUE994LPXrk9bp77w1//CPsumvRyVQgV2dLkiRJqm6PPQa77QbHHQerrQYPPJDHLLs1z8IrSZIkqTq98AJ8//uw337w7rtwyy0wbhwceihEFJ1OFcDCK0mSJKm6vPUWnHwy7LgjPPVU3phq8uQ81rJl0elUQVzDK0mSJKk6fPgh9OsH116bH3ftCuecA2utVWwuVayqKrwR0RIYDbyTUjqs6DySJEmSmsH8+bnk9usHs2fnO7m9esFGGxWdTBWu2qY0nwm8VHQISZIkSc1gyZK8LnfLLeG//xv23BPGj4chQyy7apCqKbwRsSHwfeDXRWeRJEmS1IRSgmHD8hrdU0+FDTbIuy4PGwbbb190OlWRqim8wNVAN2Dp8p6MiM4RMToiRk+fPr15k0mSJElqHE8/DfvsA4cfDosW5bN1n3oqj0krqCoKb0QcBkxLKY35rNeklG5KKbVPKbVfZ511mjGdJEmSpC9t0iT44Q9h993zjss33ggTJuQxjxjSSqqKwgvsARweEW8AdwPfjYg7io0kSZIk6UubOhV+9jPYbjsYPhx694YpU/JYq1ZFp1OVq4pdmlNK3YHuABGxL/CrlFKnQkNJkiRJWnkffZTPz+3fP09d/sUv4LzzwNmaakRVUXglSZIklcSCBTBoUL6TO2MGdOyYP//2t4tOphKqlinN/yel9Jhn8EqSJElVZulSuOsu2GYbOPPMvAPz6NF5zLKrJlJ1hVeSJElSlRkxAr7zHTjxRPja1+Chh/LYzjsXnUwlZ+GVJEmS1DSeew6+9z048ED48EO44w4YMyaPSc3AwitJkiSpcb3+er6bu9NOMHYsXHUVvPxyHmthBVHzcdMqSZIkSY1j+nS4+GK44QZYZRU491zo2jVPY5YKYOGVJEmS9OV8/DFcfTVceinMmwennQY9e8L66xedTDXOwitJkiRp5SxeDEOGwIUXwtSpcOSR0K8fbL110ckkwMIrSZIkaUWlBEOHQvfuMGkS7LEH3HsvdOhQdDLpn7hiXJIkSVLDPfFELrhHH503oPrjH+Hxxy27qkgWXkmSJElfbOJEOPxw2GsvePNN+PWvYfz4PBZRdDppuSy8kiRJkj7b22/nTajatIGRI/Ma3VdeyWOruEJSlc0rVJIkSdK/mjULLrkErrkGli6Fs87Ka3a/8Y2ik0kNZuGVJEmS9A+ffALXX5/P0501Czp1gt69YZNNik4mrTCnNEuSJEmCJUvgN7+BrbaCX/0Kdt0Vnnsuj1l2VaUsvJIkSVItSwn+/Gdo1w5+8hNYd114+OE8tuOORaeTvhQLryRJklSrnn0WvvtdOPRQmDcPfvc7eOaZPCaVgIVXkiRJqjWvvALHHQe77JKPG7ruOnjxxTzmEUMqETetkiRJkmrF++/DRRfBTTfBqqtCz57QpQu0bl10MqlJWHglSZKkspszB668Eq64AhYsgM6d4YIL4JvfLDqZ1KQsvJIkSVJZLVwIgwfnu7rTpsGxx+bjhrbYouhkUrOw8EqSJEllkxLccw/06AGvvgr77gvDhuU1u1INcdMqSZIkqUwefTQX2+OPh69+Ff70J3jkEcuuapKFV5IkSSqD55+HQw7JRwpNmwa33QbPPZfH3HlZNcrCK0mSJFWzN9+Ek06Cdu1g1Ki8MdWkSXmsZcui00mFcg2vJEmSVI0++AD69s1n6LZoAd26wTnnwJprFp1MqhgWXkmSJKmazJsHAwbAJZfk44ZOPhl69YINNyw6mVRxLLySJElSNVi8OK/L7dkT3nkHfvAD6NcPttuu6GRSxXINryRJklTJUoL774cdd4TTT4eNN4aRI/OYZVf6XBZeSZIkqVL97W+w995wxBGwZAncdx88+STstVfRyaSqYOGVJEmSKs3LL8NRR8Eee8CUKTBoEEyYkMc8YkhqMAuvJEmSVCnefRc6d85TlR9+GPr0yYW3c2dYxe13pBXlfzWSJElS0WbPhssug6uuyptTnXEGnHcerL120cmkqmbhlSRJkoqyYAHceGO+k/vBB/CjH+XPN9us6GRSKTilWZIkSWpuS5fCnXfC1lvDWWfBzjvD2LF5zLIrNRoLryRJktSc/vKXXHA7dYK11oLhw+Ghh6Bdu6KTSaVj4ZUkSZKaw5gxcOCBcNBBec3uXXfB6NFwwAFFJ5NKy8IrSZIkNaXXXoOOHaF9exg3Dq65Bl56KY+18MdxqSm5aZUkSZLUFKZPh969YeBAaNUq77rctSussUbRyaSaYeGVJEmSGtPHH0P//nD55TBvHpx+OvTsCeutV3QyqeZYeCVJkqTGsGgR3Hwz9OoF770HRx8NffvCVlsVnUyqWRZeSZIk6ctICe67D3r0gMmTYa+94A9/gN12KzqZVPNcJS9JkiStrJEjYffd4Zhj8jrdYcPgr3+17EoVwsIrSZIkragJE+AHP4B99oF33oEhQ+D55+GwwyCi6HSS6lh4JUmSpIb6+9/hlFOgTRt44gm49NI8jfmUU6Bly6LTSVqGa3glSZKkLzJzJvTrBwMG5MddukD37vD1rxebS9LnsvBKkiRJn+WTT+Daa/Nuy7Nnw0knwUUXwcYbF51MUgM4pVmSJEla1pIlcOutsOWW0K0bdOgA48blMcuuVDUsvJIkSdKnUoIHHoC2bfO63PXWg0cfzWNt2hSdTtIKsvBKkiRJAKNGwX775Z2WFyyAe+6Bp5+GffctOpmklWThlSRJUm2bPDmfo7vbbvDyy3DDDTBxYh7ziCGpqrlplSRJkmrTe+9Br14weDB85Sv587PPhtVXLzqZpEZi4ZUkSVJtmTMHLr8crrwSFi6En/8czj8f1l236GSSGpmFV5IkSbVh4UIYNAh694bp0+H446FPH9h886KTSWoiruGVJElSuS1dCnffDdtsA7/8JeywAzz7bB6z7EqlZuGVJElSeT38MOyyC3TsCK1bw4MPwogR0L590ckkNQMLryRJkspn3Dg4+GA44ACYMQNuvx3GjoWDDnLnZamGWHglSZJUHm+8AZ06Qbt2edpy//75qKFOnaCFP/pKtcZNqyRJklT9ZsyAiy/OZ+i2bAndu0O3brDmmkUnk1QgC68kSZKq17x5cPXVcOmlMHcunHoqXHghbLBB0ckkVQALryRJkqrP4sVwyy3QsydMnQpHHAF9+8K22xadTFIFcSGDJEmSqkdKMHRoPlqoc2fYbDN4/PE8ZtmVtAwLryRJkqrDk0/CnnvCUUflx0OHwhNP5DFJWg4LryRJkirbiy/mKct77pl3YR48GF54IY95xJCkz2HhlSRJUmV65x04/fQ8ffmxx/Ia3VdeyWOruBWNpC/m3xSSJEmqLLNmwWWX5d2XlyyBM8+EHj1g7bWLTiapylh4JUmSVBkWLIDrr8/n6c6cCSeeCL17w6abFp1MUpVySrMkSZKKtXQp3H47bLUVdOkC3/kOjB2bxyy7kr4EC68kSZKKkRI8+CDstBOcdFKesjxiRB5r27bodJJKwMIrSZKk5jd6NBxwABxyCMyZA3ffDc88A/vvX3QySSVi4ZUkSVLzmTIFjj8+T1sePx4GDICXXspjLfzRVFLjctMqSZIkNb1p0/IGVAMHwqqrwgUX5PW6a6xRdDJJJWbhlSRJUtOZOxf694fLL4f586Fz51x2v/WtopNJqgEWXkmSJDW+RYtg8GDo1Svf3T3mmHzc0JZbFp1MUg2x8EqSJKnxpAT33gs9euT1unvvDfffD7vuWnQySTXInQEkSZLUOB57DHbbDY47DlZbDR54II9ZdiUVxMIrSZKkL2f8eDj0UNhvP3j3XbjlFhg3Lo9FFJ1OUg2z8EqSJGnlvPUWnHwytG0LTz+dN6aaPDmPtWxZdDpJcg2vJEmSVtCHH0K/fnDttflx165wzjmw1lrF5pKkZVh4JUmS1DDz5+eS268fzJ6d7+T26gUbbVR0MklaLqc0S5Ik6fMtWQJDhsAWW8B//zfsuWdetztkiGVXUkWz8EqSJGn5UoJhw2DHHeG002DDDfOuy8OGwfbbF51Okr6QhVeSJEn/6qmnYJ994PDDYdGifLbup2OSVCUsvJIkSfqHSZPghz+EDh3yjss33ggTJuQxjxiSVGUsvJIkSYKpU+FnP4PttoPhw6F3b5gyJY+1alV0OklaKe7SLEmSVMs++iifn9u/f566/ItfwHnnwTrrFJ1Mkr40C68kSVItWrAABg6EPn1gxgzo2DHf1f32t4tOJkmNxinNkiRJtWTpUrjrLthmG/iv/8o7MI8enccsu5JKxsIrSZJUK4YPh/bt4cQT4Wtfg4ceghEjYOedi04mSU3CwitJklR2Y8fC976XP2bOhDvugDFj8mNJKjELryRJUlm9/nq+m7vzzrn0XnUVvPxyHmvhj4GSys9NqyRJkspm+nS4+GK44QZYZRU491zo2jVPY5akGlIVhTciVgNGAquSM9+bUupZbCpJkqQK8/HHcPXVcOmlMG8enHYa9OwJ669fdDJJKkRVFF5gAfDdlNLciGgFPBERf04pPV10MEmSpMItXgw33wwXXgjvvQdHHgn9+sHWWxedTJIKVRWFN6WUgLl1D1vVfaTiEkmSJFWAlGDoUOjeHSZNgj32gN//Hjp0KDqZJFWEqtmtICJaRsQ4YBowPKU0quhMkiRJhXn88Vxsjz46b0D1xz/+Y0ySBFRR4U0pLUkptQU2BHaJiO3rPx8RnSNidESMnj59ejEhJUmSmtrEiXD44bD33vDWW/DrX8P48Xksouh0klRRqqbwfiqlNAt4FDh4mfGbUkrtU0rt11lnnWLCSZIkNZW3386bULVpAyNH5jW6r7ySx1apilVqktTsqqLwRsQ6EbFm3edfAQ4EXi42lSRJUjOYORPOOQe22ALuuAPOOgtefTWPffWrRaeTpIpWLb8OXA+4LSJakkv6/6SU/rfgTJIkSU3nk0/guuugb1+YNQs6dYLevWGTTYpOJklVoyoKb0ppPNCu6BySJElNbskSuPNOOP/8vEb34IPhkktgxx2LTiZJVacqpjRLkiSVXkrw5z9Du3bwk5/AuuvCww/nMcuuJK0UC68kSVLRnn0WvvtdOPRQmDcPfvc7eOaZPCZJWmkWXkmSpKK88gocdxzssks+bui66+DFF/OYRwxJ0pdWFWt4JUmSSuX99+Gii+Cmm2DVVaFnT+jSBVq3LjqZJJWKhVeSJKm5zJkDV14JV1wBCxZA585wwQXwzW8WnUySSsnCK0mS1NQWLoTBg/Nd3WnT4Nhj4eKL89m6kqQmY+GVJElqKinBPfdAjx7w6quw774wbFhesytJanJuWiVJktQUHn00F9vjj4evfhX+9Cd45BHLriQ1IwuvJElSY3r+eTjkkHyk0LRpcNtt8NxzecydlyWpWVl4JUmSGsObb8JJJ0G7djBqVN6YatKkPNayZdHpJKkmuYZXkiTpy/jgA+jbN5+h26IFdOsG55wDa65ZdDJJqnkWXkmSpJUxbx4MGACXXJKPGzr5ZOjVCzbcsOhkkqQ6Fl5JkqQVsXhxXpfbsye88w784AfQrx9st13RySRJy3ANryRJUkOkBPffDzvuCKefDhtvDCNH5jHLriRVJAuvJEnSF/nb32DvveGII2DJErjvPnjySdhrr6KTSZI+h4VXkiTps7z8Mhx1FOyxB0yZAoMGwYQJecwjhiSp4ll4JUmSlvXuu9C5c56q/PDD0KdPLrydO8MqboEiSdXCv7ElSZI+NXs2XHYZXHVV3pzqjDPgvPNg7bWLTiZJWgkWXkmSpAUL4MYb853cDz6AH/0of77ZZkUnkyR9CU5pliRJtWvpUrjzTth6azjrLNh5Zxg7No9ZdiWp6ll4JUlS7UkJ/vKXXHA7dYK11oLhw+Ghh6Bdu6LTSZIaiYVXkiTVljFj4MAD4aCD8prdu+6C0aPhgAOKTiZJamQWXkmSVBteew06doT27eH55+Gaa+Cll/JYC38kkqQyctMqSZJUbtOm5Q2oBg6EVq3yrstdu8IaaxSdTJLUxCy8kiSpnObOzccLXXYZzJ8Pp58OPXvCeusVnUyS1EwsvJIkqVwWLYKbb4YLL4T334ejj4a+fWGrrYpOJklqZhZeSZJUDinBffdBjx4weTLstRcMHQq77VZ0MklSQdyhQZIkVb+RI2H33eGYY/I63WHD4K9/texKUo2z8EqSpOo1YQIcdhjssw+88w4MGZJ3YD7sMIgoOp0kqWAWXkmSVH3+/nc45RRo0waefBIuvTRPYz7lFGjZsuh0kqQK4RpeSZJUPWbOhH79YMCA/LhLF+jeHb7+9WJzSZIqkoVXkiRVvvnz4brr8m7Ls2fDSSfBRRfBxhsXnUySVMGc0ixJkirXkiVw6635SKFu3aBDBxg3Lo9ZdiVJX8DCK0mSKk9K8MAD0LZtXpe73nrw6KN5rE2botNJkqqEhVeSJFWWUaNg333zTssLFsA998DTT+cxSZJWgIVXkiRVhsmT8zm6u+0GkybBDTfAxIl5zCOGJEkrwU2rJElSsaZOzRtQDR4MX/kK9OoFZ58Nq69edDJJUpWz8EqSpGJ89BFccQVceSUsXAg//zmcfz6su27RySRJJWHhlSRJzWvhQhg0CHr3hunT4fjjoU8f2HzzopNJkkrGNbySJKl5LF0Kd98N22wDv/wl7LADPPtsHrPsSpKagIVXkiQ1vYcfhl12gY4doXVrePBBGDEC2rcvzzDcmQAAIABJREFUOpkkqcQsvJIkqemMGwcHHQQHHAAzZsDtt8PYsXnMnZclSU3MwitJkhrfG29Ap07Qrh2MHg39+8PLL+exFv74IUlqHm5aJUmSGs+MGXDxxfkM3ZYtoXt36NYN1lyz6GSSpBpk4ZUkSV/evHlw9dVw6aUwdy6ceipceCFssEHRySRJNczCK0mSVt7ixXDLLdCzJ0ydCkccAX37wrbbFp1MkiTX8EqSpJWQEgwdmo8W6twZNtsMHn88j1l2JUkVwsIrSZJWzJNPwp57wlFH5cdDh8ITT+QxSZIqiIVXkiQ1zIsv5inLe+6Zd2EePBheeCGPecSQJKkCWXglSdLne+cdOP30PH35scfyGt1XXsljq7gdiCSpcvmvlCRJWr5Zs/Kuy1dfDUuXwplnQo8esPbaRSeTJKlBLLySJOmfLVgA11+fz9OdORNOPBF694ZNNy06mSRJK8QpzZIkKVu6FG6/HbbaCrp0ge98B8aOzWOWXUlSFbLwSpJU61KCBx+EnXaCk07KU5ZHjMhjbdsWnU6SpJVm4ZUkqZaNHg377w+HHAJz5sDdd8Mzz+QxSZKqnIVXkqRaNGUKHH98nrb8wgswYAC89FIea+GPB5KkcnDTKkmSasm0aXDRRTBoEKy6KlxwQV6vu8YaRSeTJKnRWXglSaoFc+fClVfCFVfA/PnQuXMuu9/6VtHJJElqMhZeSZLKbNEiGDwYevXKd3ePOSYfN7TllkUnkySpyVl4JUkqo5Tg3nuhR4+8XnfvveH++2HXXYtOJklSs3FXCkmSyuaxx3KxPe44WG01eOCBf4xJklRDLLySJJXF+PFw6KGw334wdSrccguMG5fHIopOJ0lSs7PwSpJU7d56C04+Gdq2haefhssvh8mT81jLlkWnkySpMK7hlSSpWn34IfTrB9demx937QrnnANrrVVsLkmSKoSFV5KkajN/PgwYkMvuRx/lO7m9esFGGxWdTJKkilLolOaIaBERnnQvSVJDLFkCQ4bAFlvkO7l77ZXX7Q4ZYtmVJGk5mr3wRsRdEbFGRPw7MAF4MSK6NncOSZKqRkowbBjsuCOcdhpsuGHedXnYMNh++6LTSZJUsYq4w7ttSukj4Ejgz8BmwI8LyCFJUuV76inYZx84/HBYtCifrfvpmCRJ+lxFFN5WEdGKXHjvTyktKiCDJEmVbdIk+OEPoUOHvOPyjTfChAl5zCOGJElqkCIK7yDgDeDfgZERsQkwu4AckiRVnqlT4Wc/g+22g+HDoXdvmDIlj7VqVXQ6SZKqShG7NA8CPgA2Bc4nl+7HCsghSVLl+OgjuOwyuOqqPHX5F7+A886DddYpOpkkSVWriML7R2AWMBb4pG4sFZBDkqTiLVgAAwdCnz4wYwZ07Jjv6n7720UnkySp6hVReDdMKR1cwPeVJKlyLF0Kd9+d7+K+/jrsvz9ceinsvHPRySRJKo0i1vD+LSJ2KOD7SpJUGYYPh/bt4cQT4Wtfg4ceghEjLLuSJDWyIgrvnsCYiJgUEeMj4oWIGF9ADkmSmtfYsfC97+WPmTPhjjtgzJj8WJIkNboipjQfUsD3lCSpOK+/nqcu33UXfOMbeWOqn/8cVl216GSSJJVasxfelNKbzf09JUkqxPTpcPHFcMMNsMoqcO650LVrnsYsSZKaXBF3eCVJKrePP853cS+7DObNg9NOg549Yf31i04mSVJNsfBKktRYFi+Gm2+GCy+E996DI4+Efv1g662LTiZJUk2y8EqS9GWlBH/4A/ToAZMmwR57wO9/Dx06FJ1MkqSaVsQuzZIklcfjj+di+8MfQosW8Mc//mNMkiQVysIrSdLKmDgRDj8c9t4b3noLfv1rGD8+j0UUnU6SJGHhlSRpxbz9dt6Eqk0bGDkyr9F95ZU8toorhSRJqiT+yyxJUkPMnAmXXAIDBsDSpXDWWdC9ez5XV5IkVSQLryRJn+eTT+C666BvX5g1Czp1gt69YZNNik4mSZK+gFOaJUlaniVL4LbbYMstoWtX2HVXeO45+M1vLLuSJFUJC68kSfWlBH/6E7RrByefDN/8Jjz8MPz5z7DjjkWnkyRJK8DCK0nSp555Br77Xfj+92HePPjd7/4xJkmSqo6FV5KkV16B447L05YnTsxrdl98MY95xJAkSVXLTaskSbXr/ffhoovgpptg1VWhZ0/o0gVaty46mSRJagQWXklS7ZkzB664Aq68EhYsgM6d4YIL8npdSZJUGlUxpTkiNoqIRyPixYiYGBFnFp1JklSFFi6E66+HzTfPd3YPPTRPXb7+esuuJEklVC13eBcDXVJKYyOiNTAmIoanlF4sOpgkqQosXQr33APnnguvvgr77gvDhsEuuxSdTJIkNaGquMObUpqaUhpb9/kc4CVgg2JTSZKqwiOP5M2oTjgBvvrVfOTQI49YdiVJqgFVUXjri4hNgXbAqGXGO0fE6IgYPX369CKiSZIqyfPPwyGHwP77w7RpcNtt8NxzecydlyVJqglVVXgjYnXg98B/pZQ+qv9cSummlFL7lFL7ddZZp5iAkqTivfEGnHQStGsHo0blzakmTcpjLVsWnU6SJDWjalnDS0S0IpfdO1NK9xWdR5JUYT74APr2zWfotmgB3brBOefAmmsWnUySJBWkKgpvRARwM/BSSql/0XkkSRVk3jwYMAAuuSQfN3TyydCrF2y4YdHJJElSwaplSvMewI+B70bEuLqPQ4sOJUkq0OLFcPPNsOWW0L077L03jB+fxyy7kiSJKrnDm1J6AnCHEUkSpAT3359L7ksvwe67w29/C3vtVXQySZJUYarlDq8kSfC3v+Vie+SR+Wzd++6DJ5+07EqSpOWy8EqSKt/LL8NRR8Eee8Crr8KgQTBhQh7ziCFJkvQZLLySpMr17rvQuTNstx08/DD06QNTpuSxVapiVY4kSSqQPy1IkirP7Nlw2WVw1VV5c6ozzoDzzoO11y46mSRJqiIWXklS5ViwAG68Md/J/eAD+NGP8uebbVZ0MkmSVIWc0ixJKt7SpXDnnbD11nDWWbDzzjB2bB6z7EqSpJVk4ZUkFScleOgh2Gkn6NQJ1loLhg/PY+3aFZ1OkiRVOQuvJKkYY8bAgQfCwQfDRx/BXXfB6NFwwAFFJ5MkSSVh4ZUkNa9XX4WOHaF9e3j+ebjmGnjppTzWwn+WJElS43HTKklS85g2LW9ANXAgtGqVd13u2hXWWKPoZJIkqaQsvJKkpjV3bj5e6LLLYP58OP106NkT1luv6GSSJKnkLLySpKaxaBHcfDNceCG8/z4cfTT07QtbbVV0MkmSVCMsvJKkxpUS/P730KMHvPIK7LUXDB0Ku+1WdDJJklRj3B1EktR4Ro6E3XeHY4+Ff/s3GDYM/vpXy64kSSqEhVeS9OVNmACHHQb77APvvANDhuQdmA87DCKKTidJkmqUhVeStPLeegtOOQXatIEnn4RLL4XJk/NYy5ZFp5MkSTXONbySpBU3cyb06wcDBuTHXbpA9+7w9a8Xm0uSJKkeC68kqeHmz4frrsu7Lc+eDSedBBddBBtvXHQySZKkf+GUZknSF1uyBG69NR8p1K0bdOgA48blMcuuJEmqUBZeSdJnSwkeeADats3rctdbDx59NI+1aVN0OkmSpM9l4ZUkLd+oUbDvvnmn5QUL4J574Omn85gkSVIVsPBKkv7ZpElwzDH57NxJk+CGG2DixDzmEUOSJKmKuGmVJCmbOjVvQDV4MHzlK9CrF5x9Nqy+etHJJEmSVoqFV5Jq3UcfwRVXwJVXwsKF8POfw/nnw7rrFp1MkiTpS7HwSlKtWrgQBg2C3r1h+nQ4/njo0wc237zoZJIkSY3CNbySVGuWLoW774ZttoFf/hJ22AGefTaPWXYlSVKJWHglqZY8/DDssgt07AitW8ODD8KIEf+/vTuP13rO/z/+eFUj5ivTGOZr7H0pW1JJDMJMGMyM5WYNpSnTdzYMhsHMSKIs2RKiUZYZ+5L62aZsEVGKSEq2vo1m0ihJi5b394/P8dXPUKc65/pc1+d63G+3c9P1vq5zzrPb7eOc69l7+UC7dnknkyRJqnMWXkmqBq+8Aj/6Eey/P8yeDbffDuPHZ2OevCxJkgrKwitJRfbee3DiidCmDYwbB1deCW++mY018FeAJEkqNg+tkqQimj0bLr44u4duw4Zw7rlw9tnQtGneySRJkkrGwitJRbJgAVx9NVx6KcyfD926wQUXwGab5Z1MkiSp5Cy8klQES5fCkCHQsyfMnAmHHQZ9+sCOO+adTJIkKTdu4JKkSpYSDB2a3VqoRw9o1gyefTYbs+xKkqQqZ+GVpEo1ejTsvTcccUT2eOhQeO65bEySJEkWXkmqOG+8kS1Z3nvv7BTmQYPgtdeyMW8xJEmS9H8svJJUKWbMgJNPzpYvP/10tkf3rbeysUYeySBJkvRlvkOSpHI3d2526vLVV8Py5XDaaXDeebDRRnknkyRJKmsWXkkqV4sXw3XXZffTnTMHTjgBeveGrbfOO5kkSVJFcEmzJJWbZcvg9tthu+3gzDNht91g/PhszLIrSZJUaxZeSSoXKcFjj0HbttClS7ZkeeTIbKx167zTSZIkVRwLrySVg3HjoGNHOPhgmD8f7roLXnopG5MkSdIasfBKUp6mTYNjj82WLb/2GvTvD5MnZ2MN/BEtSZK0Njy0SpLyMGsWXHgh3HgjNG4M55+f7dfdYIO8k0mSJBWGhVeSSmn+fLjiCujXDxYuhB49srK7ySZ5J5MkSSocC68klcKSJTBoEPTqlc3uHnVUdruhFi3yTiZJklRYFl5Jqk8pwX33wXnnZft199kHhg2D3XfPO5kkSVLheSKKJNWXp5/Oiu0xx8C668LDD38xJkmSpHpn4ZWkujZxIhxyCPzgBzBzJgwZAq+8ko1F5J1OkiSpalh4JamuTJ8OJ50ErVvDmDFw+eUwdSp07QoNG+adTpIkqeq4h1eS1tZHH0GfPjBgQPb4rLPgnHPg29/ON5ckSVKVs/BK0ppauBD694e+fWHevGwmt1cv2GKLvJNJkiQJlzRL0upbtgwGD4bmzbOZ3A4dsn27gwdbdiVJksqIhVeSaislGD4cWrWC7t1h882zU5eHD4eWLfNOJ0mSpC+x8EpSbbzwAuy7Lxx6KCxdmt1b9/MxSZIklSULryStzJQpcOSRsOee2YnLN9wAr7+ejXmLIUmSpLJm4ZWkrzJzJvz3f8NOO8GIEdC7N0ybBr/4BXzjG3mnkyRJUi14SrMkrWjePLjsMrjqKliyBH79a/jjH2HjjfNOJkmSpNVk4ZUkgMWLYeBAuOgimD0bOnXKZnW32SbvZJIkSVpDLmmWVN2WL4c77oAddoDf/hZ22QXGjcvGLLuSJEkVzcIrqXqNGAHt2sEJJ8C3vgWPPw4jR8Kuu+adTJIkSXXAwiup+owfDwcemH3MmQN/+Qu8/HL2WJIkSYVh4ZVUPd55B44/PpvBHT8+O5jqzTezGd4G/jiUJEkqGg+tklR8H36YHUZ1ww3QqBH84Q9w1lnZMmZJkiQVloVXUnF9+mk2i3vZZbBgAXTvDj17wqab5p1MkiRJJWDhlVQ8S5fCzTfDBRfAP/4Bhx8OffvC9tvnnUySJEklZOGVVBwpwYMPwrnnwtSpsNdecP/9sOeeeSeTJElSDjylRVIxPPtsVmyPPBIaNoSHHvpiTJIkSVXJwiupsk2aBIceCvvsA9Onw5//DBMnZmMReaeTJElSjiy8kirTjBnQrRu0agWjRmV7dN96KzuYqpG7NSRJkuQeXkmVZs4cuOQS6N8fli+H00/P9ux+5zt5J5MkSVKZsfBKqgyLFsGAAdCnD8ydCyeeCL17w1Zb5Z1MkiRJZcolzZLK27JlcOut0KIFnHUW7L47TJgAt91m2ZUkSdJKWXgllaeU4JFHoE0b6NoV/vM/4Ykn4NFHYZdd8k4nSZKkCmDhlVR+XnoJfvhD+PGPYcECuPvuL8YkSZKkWrLwSiofb70FRx+dLVueNCnbs/vGG3DMMd5iSJIkSavNQ6sk5e+f/4RevWDQIGjcGHr2hDPPhCZN8k4mSZKkCmbhlZSfTz6Bfv3giitg8WLo0QPOPz/brytJkiStJQuvpNL77DO46Sa48EL48MNsGfPFF0Pz5nknkyRJUoG4h1dS6Sxfnh1AteOOcMopsNNO8OKLcM89ll1JkiTVOQuvpNJ48snsMKrjjoNvfjO75dCTT0L79nknkyRJUkFZeCXVr1dfhYMPho4dYdYsuPVWmDAhG/PkZUmSJNUjC6+k+vHee9C5M7Rpky1b7tcPpkyBLl2gYcO800mSJKkKeGiVpLr1r39Bnz7ZPXQbNICzz4ZzzoGmTfNOJkmSpCpj4ZVUNxYsgGuugUsugfnzoWvX7N66m2+edzJJkiRVKQuvpLWzdCnccgv07AkffAA//Sn07ZudwCxJkiTlyD28ktZMSvDQQ9CqFfz857DVVjBqFAwbZtmVJElSWbDwSlp9zz8PHTrA4Ydn99Z94AEYPTobkyRJksqEhVdS7U2eDEccAXvtBW+/DTfeCK+/no15iyFJkiSVGQuvpFX74APo0QNatoQnnoCLLoJp07KxRh4FIEmSpPLkO1VJX+/jj+Gyy+Cqq7LDqU45Bf74R9hoo7yTSZIkSatUETO8ETE4ImZFxOt5Z5GqwuLFcPXVsM022T11jzgCpkzJxiy7kiRJqhAVUXiBW4CD8g4hFd7y5fCXv8B228Hpp8Ouu8L48fDXv0KzZnmnkyRJklZLRRTelNIo4KO8c0iFlRI8/ji0bQudO8OGG8KIEdlYmzZ5p5MkSZLWSEUUXkn16OWX4YAD4KCDYN48uOMOGDcO9t8/72SSJEnSWilM4Y2IHhExLiLGffjhh3nHkcrf229Dp07Qrh28+ipcc01226FOnaBBYX40SJIkqYoV5l1tSummlFK7lFK7jTfeOO84UvmaNQtOPRV22AGGDctOXX777WysceO800mSJEl1xtsSSdVi/vzs9kKXXQYLF8LJJ0PPnvC97+WdTJIkSaoXFTHDGxF3Ai8A20XEjIjonncmqWIsWQI33ADbbgvnnw8HHgiTJsHAgZZdSZIkFVpFzPCmlDrlnUGqOCnB/ffDeefBW29Bhw4wdCjssUfeySRJkqSSqIgZXkmradQo+P734eijYZ11YPhweOYZy64kSZKqioVXKpLXXoOf/AT23Rf+/ncYPDg7gfknP4GIvNNJkiRJJWXhlYpg+nT42c9gl11g9Gi49FKYOjUba9gw73SSJElSLipiD6+krzFnDvTtC/37Z4/PPBPOPRc23DDfXJIkSVIZsPBKlWjhQhgwAPr0gY8/hi5d4MILYcst804mSZIklQ2XNEuVZNkyGDIEWrSAs8+GPfeEV16BW26x7EqSJElfYuGVKkFK8PDD0Lo1dOsGm24KTz2VjbVqlXc6SZIkqSxZeKVyN2YM7LdfdtLy4sVw771fjEmSJEn6WhZeqVxNmQJHHZXdT3fKFLj+epg0KRvzFkOSJEnSKnlolVRuZs7MDqAaNAjWWw969YIzzoD11887mSRJklRRLLxSuZg3D/r1gyuugM8+g1/+Ev70J/jud/NOJkmSJFUkC6+Ut88+g4EDoXdvmD0bjj0WLroItt0272SSJElSRXMPr5SX5cvhrrtghx3gtNOy05bHjs3GLLuSJEnSWrPwSnl44glo3x46dYImTeCxx2DkSGjXLu9kkiRJUmFYeKVSmjABfvQj2H//bPny7bfD+PHZmCcvS5IkSXXKwiuVwrvvwoknQtu2MG4cXHklvPlmNtbA/w0lSZKk+uChVVJ9mj0bLr44u4duw4Zw7rlw9tnQtGneySRJkqTCs/BK9eHTT+Gaa+DSS2H+fOjWDS64ADbbLO9kkiRJUtWw8Ep1aelSGDIEevaEmTPhsMOgTx/Ycce8k0mSJElVx82DUl1ICYYOhZ13hh49oFkzePbZbMyyK0mSJOXCwiutreeeg733hiOOyB4PHfrFmCRJkqTcWHilNfXGG9mS5Q4d4L33YNAgeO21bMxbDEmSJEm5s/BKq2vGDDj55Gz58tNPZ3t033orG2vktnhJkiSpXPjuXKqtuXOzU5evvhqWL4fTToPzzoONNso7mSRJkqSvYOGVVmXRouw+uhdfDHPmwAknQO/esPXWeSeTJEmStBIuaZa+zrJlcPvtsN12cOaZsNtuMH58NmbZlSRJksqehVf6spTgscegbVvo0gU23hhGjszGWrfOO50kSZKkWrLwSisaOxY6doSDD4b58+Guu+Cll7IxSZIkSRXFwisBTJsGxx4L7dtntxbq3x8mT87GGvi/iSRJklSJPLRK1W3WLLjwQrjxRmjcGM4/P9uvu8EGeSeTJEmStJYsvKpOn3wCV14J/frBwoXQo0dWdjfZJO9kkiRJkuqIhVfVZckSGDQIevXKZnePOiq73VCLFnknkyRJklTHLLyqDinBfffBeedl+3X32QeGDYPdd887mSRJkqR64mk8Kr6nn86K7THHwLrrwsMPfzEmSZIkqbAsvCquiRPhkEPgBz+AmTNhyBB45ZVsLCLvdJIkSZLqmYVXxTN9Opx0ErRuDWPGwOWXw9Sp0LUrNGyYdzpJkiRJJeIeXhXHv/4FffvCgAHZ47POgnPOgW9/O99ckiRJknJh4VXlW7gQ+vfPyu68edlMbq9esMUWeSeTJEmSlCOXNKtyLVsGgwdD8+bZTG6HDtm+3cGDLbuSJEmSLLyqUCNHQqtW0L07bL55dury8OHQsmXeySRJkiSVCQuvKsunn8KvfgUHHACffZbdW/eFF2DfffNOJkmSJKnMuIdXlWP06Oz05XfegTPOgIsugvXWyzuVJEmSpDLlDK/K36JF8PvfZ3t0ly/Pli9fcYVlV5IkSdJKOcOr8jZhAnTuDJMmQY8e0K8fNGmSdypJkiRJFcAZXpWnpUuhd29o3x4++ggeeQRuvNGyK0mSJKnWnOFV+Zk8OdurO3YsHH88XHstbLhh3qkkSZIkVRhneFU+li+Hq66Ctm2zg6nuvRf++lfLriRJkqQ14gyvysO778LPfgbPPAM//SncdBNsskneqSRJkiRVMGd4la+UYNAgaNUqO6BqyBB46CHLriRJkqS15gyv8vPBB3DyyfDoo/DDH2Zld8st804lSZIkqSCc4VXppQR33gktW2b31L32WhgxwrIrSZIkqU5ZeFVas2fDscdmpy9vtx288gr85jfQwEtRkiRJUt2yZah0hg/PZnWHDoW+feG556BFi7xTSZIkSSoo9/Cq/s2bB7/9bbZHd5dd4G9/yw6pkiRJkqR65Ayv6teTT8LOO8Ott8If/gAvvWTZlSRJklQSFl7VjwUL4NRToWNHWHddeP55uOgiWGedvJNJkiRJqhIWXtW9MWOgTZvs9OVTT83ur7v77nmnkiRJklRlLLyqO599li1b3msvWLQoW858zTXwzW/mnUySJElSFfLQKtWNiROhc+fsv926wVVXwQYb5J1KkiRJUhVzhldrZ+nS7BZD7drBP/8Jw4bBzTdbdiVJkiTlzhlerbmpU+Gkk7I9u8ccA9dfD9/5Tt6pJEmSJAlwhldrYvny7ECq1q1hyhS48064+27LriRJkqSy4gyvVs/772d7dJ98Eg4+GP78Z9h007xTSZIkSdK/cYZXtZMSDBkCO+8ML70EgwbBww9bdiVJkiSVLWd4tWr/+Af06AHDh8O++2bFt1mzvFNJkiRJ0ko5w6uVu/deaNkS/vY3uPLKbCmzZVeSJElSBbDw6qt99BEcf3x2+vJ//RdMmACnnw4NvGQkSZIkVQbbi/7do49ms7r33gsXXgjPPw877JB3KkmSJElaLRZefeGTT7K9uoccAhtuCC++CH/6EzRyq7ckSZKkymPhVWbUKNhll+w2Q2efDS+/DG3b5p1KkiRJktaYhbfaLVwIZ5wB++2X7c999lm49FJo3DjvZJIkSZK0VlyrWs3GjYMuXWDyZPjVr7Kiu/76eaeSJEmSpDrhDG81WrIEevaEPfaAefPg8cfhuussu5IkSZIKxRneavP669ms7oQJ0Lkz9O8PTZvmnUqSJEmS6pwzvNVi2TK4/HLYdVeYMQMeeABuu82yK0mSJKmwnOGtBtOmQdeuMHo0HHEEDBwI3/1u3qkkSZIkqV45w1tkKcENN2S3G3r99WxG9/77LbuSJEmSqoIzvEU1YwZ06wYjRsABB8DgwbD55nmnkiRJkqSScYa3aFKC22+Hli2zJczXX5+dwmzZlSRJklRlLLxFMmsWHHlkdgpzy5bw6qvwy19CRN7JJEmSJKnkLLxF8eCDWcl9+GG47DJ45hnYdtu8U0mSJElSbtzDW+nmzoVTT82WMbdtC089BTvtlHcqSZIkScqdM7yVbMQI2HlnuOMOOP98GDPGsitJkiRJNZzhrUSffgpnnZXdcmj77eGFF2C33fJOJUmSJEllxRneSjN6dHZf3YED4YwzYPx4y64kSZIkfQULb6VYtAh+/3vo0AGWLcv26l5xBay3Xt7JJEmSJKksuaS5EkyYAJ07w6RJ0KMH9OsHTZrknUqSJEmSypozvOVs6VLo3Rvat4ePPoJHHoEbb7TsSpIkSVItOMNbriZPhpNOgrFjoVMnGDAANtww71SSJEmSVDGc4S03ixbBJZdk99R95x24557stkOWXUmSJElaLc7wlouU4O674Zxz4P334fDDs9sObbJJ3skkSZIkqSJVzAxvRBwUEVMiYlpEnJN3njr1/PPw/e9nS5ebNoWRI+HBBy27kiRJkrQWKqLwRkRD4DrgYGBHoFNE7Jhvqjrwzjtw9NGw114wfToMHgwvvwwdO+adTJIkSZIqXqUsaW4PTEspvQMQEXcBhwFv5JpqTT32GDz0UFZwGzWCCy6A3/0O/uM/8k4mSZIkSYVRKYV3M+CudDSAAAAIkUlEQVR/Vng8A9h9xRdERA+gB8CWW25ZumRrYsAAGDECTjgBLroINt0070SSJEmSVDiVUnhXKaV0E3ATQLt27VLOcVbuppuyU5fXXTfvJJIkSZJUWJVSeP8ObLHC481rxiqTM7qSJEmSVO8q4tAqYCzQPCKaRcQ6wHHAsJwzSZIkSZLKWEXM8KaUlkbEb4DHgYbA4JTSpJxjSZIkSZLKWEUUXoCU0iPAI3nnkCRJkiRVhkpZ0ixJkiRJ0mqx8EqSJEmSCsnCK0mSJEkqJAuvJEmSJKmQLLySJEmSpEKy8EqSJEmSCsnCK0mSJEkqJAuvJEmSJKmQLLySJEmSpEKy8EqSJEmSCsnCK0mSJEkqJAuvJEmSJKmQLLySJEmSpEKy8EqSJEmSCsnCK0mSJEkqJAuvJEmSJKmQLLySJEmSpEKKlFLeGepcRHwIvJ93jlXYCJiddwhVPa9DlQuvRZUDr0OVA69DlYtyvxa3SiltvKoXFbLwVoKIGJdSapd3DlU3r0OVC69FlQOvQ5UDr0OVi6Jciy5pliRJkiQVkoVXkiRJklRIFt783JR3AAmvQ5UPr0WVA69DlQOvQ5WLQlyL7uGVJEmSJBWSM7ySJEmSpEKy8NaziDgoIqZExLSIOOcrnm8cEXfXPP9iRGxd+pQqulpch2dExBsRMTEinoiIrfLIqWJb1XW4wuuOjIgUERV/MqTKU22uxYg4pubn4qSIuKPUGVV8tfjdvGVEPBURE2p+Px+SR04VW0QMjohZEfH61zwfEdG/5jqdGBFtS51xbVl461FENASuAw4GdgQ6RcSOX3pZd2BOSmlb4Crg0tKmVNHV8jqcALRLKbUC7gMuK21KFV0tr0MioglwGvBiaROqWtTmWoyI5sC5wF4ppZ2A35Y8qAqtlj8T/wjck1JqAxwHXF/alKoStwAHreT5g4HmNR89gBtKkKlOWXjrV3tgWkrpnZTSZ8BdwGFfes1hwK01f74P6BgRUcKMKr5VXocppadSSgtqHo4BNi9xRhVfbX4eAvQm+4e/RaUMp6pSm2vx58B1KaU5ACmlWSXOqOKrzXWYgA1q/vwt4IMS5lOVSCmNAj5ayUsOA25LmTFA04j4XmnS1Q0Lb/3aDPifFR7PqBn7yteklJYCHwPfKUk6VYvaXIcr6g48Wq+JVI1WeR3WLJPaIqX0cCmDqerU5mdiC6BFRIyOiDERsbLZD2lN1OY6vAA4MSJmAI8Ap5QmmvT/Wd33kWWnUd4BJJWPiDgRaAfsm3cWVZeIaABcCXTNOYoE2fuj5sB+ZCteRkXEzimlubmmUrXpBNySUroiIr4P3B4RLVNKy/MOJlUSZ3jr19+BLVZ4vHnN2Fe+JiIakS1Z+VdJ0qla1OY6JCL2B/4AHJpSWlyibKoeq7oOmwAtgacj4j1gD2CYB1epHtTmZ+IMYFhKaUlK6V1gKlkBlupKba7D7sA9ACmlF4B1gY1Kkk76Qq3eR5YzC2/9Ggs0j4hmEbEO2YEDw770mmHASTV/Pgp4MnlzZNWtVV6HEdEGuJGs7LpXTfVhpddhSunjlNJGKaWtU0pbk+0lPzSlNC6fuCqw2vxuHko2u0tEbES2xPmdUoZU4dXmOpwOdASIiB3ICu+HJU0pZddll5rTmvcAPk4pzcw71OpwSXM9SiktjYjfAI8DDYHBKaVJEXEhMC6lNAy4mWyJyjSyDePH5ZdYRVTL6/ByYH3g3poz06anlA7NLbQKp5bXoVTvanktPg4cGBFvAMuAs1JKrr5SnanldXgmMCgiTic7wKqrkyKqaxFxJ9k/8G1Us1+8J/ANgJTSQLL944cA04AFwM/ySbrmwv9vJEmSJElF5JJmSZIkSVIhWXglSZIkSYVk4ZUkSZIkFZKFV5IkSZJUSBZeSZIkSVJJRMTgiJgVEa/X4rVXRcQrNR9TI2Lu6n4/C68kSTmJiPlfMfaLiOiyks/ZLyL2XI3vsWlE3LemGSVJqmO3AAfV5oUppdNTSq1TSq2Ba4EHVvebWXglSSojKaWBKaXbVvKS/YBaF96U0gcppaPWOpgkSXUgpTQK+GjFsYjYJiIei4iXI+LZiNj+Kz61E3Dn6n4/C68kSWUkIi6IiN/V/PnUiHgjIiZGxF0RsTXwC+D0muVdHb70ufuusPRrQkQ0iYitP182FhF/XuH5DyOiZ834WRExtub79Crt31iSJG4CTkkp7Qr8Drh+xScjYiugGfDk6n7hRnUST5Ik1YdzgGYppcUR0TSlNDciBgLzU0r9vuL1vwN+nVIaHRHrA4tWfDKldDL83xuHx4BbIuJAoDnQHghgWETsU/Mv8JIk1aua31d7AvdGxOfDjb/0suOA+1JKy1b36zvDK0lS+ZoI/DUiTgSW1uL1o4ErI+JUoGlK6d8+JyLWBe4l+5f094EDaz4mAOOB7ckKsCRJpdAAmPv5Xt2ajx2+9JrjWIPlzJ9/cUmSVJ5+DFwHtAXGRsRKV2allC4BTgbWA0Z/zR6ogcADKaWRNY8D6LvCm4xtU0o3191fQZKkr5dSmge8GxFHA0Rml8+fr/ld9m3ghTX5+hZeSZLKUEQ0ALZIKT0F/B74FrA+8AnQ5Gs+Z5uU0msppUuBsWSztSs+/2ugSU0x/tzjQLeaJWVExGYR8d06/wtJkgRExJ1k5XW7iJgREd2BE4DuEfEqMAk4bIVPOQ64K6WU1uj7reHnSZKktRQRy4EPVhi6EtgAmA9cAzxFVnQD+EtK6ZKIaAHcBywnW5b87Apf71rgBzXPTQK6At8D/l9KqWVEvAssARbUfMrAlNLAiDiNbGaYmu99Ykrp7Xr4K0uSVFIWXkmSJElSIbmkWZIkSZJUSBZeSZIkSVIhWXglSZIkSYVk4ZUkSZIkFZKFV5IkSZJUSBZeSZIkSVIhWXglSZIkSYVk4ZUkSZIkFdL/AheVPDwOyvjNAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1152x1440 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,20))\n",
    "plt.subplot(211)\n",
    "plt.title(\"Skip List find()\")\n",
    "plt.ylabel(\"ns\")\n",
    "plt.xlabel(\"List size\")\n",
    "plt.plot(size, skip_list, color=\"blue\")\n",
    "plt.subplot(212)\n",
    "plt.title(\"Linked List find()\")\n",
    "plt.ylabel(\"ns\")\n",
    "plt.xlabel(\"List size\")\n",
    "plt.plot(size, linked_list, color=\"red\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
